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THE SECRETS OF
SUCCESSFUL LEAD SCORING:
A How-To Guide for B2B Organizations to Better Qualify Prospects & Improve Pipeline Performance
✔ Lead Scoring Checklist ✔ Scoring Dos and Don t̒s ✔ Use Case Studies
The Secrets Of Successful Lead Scoring 2
The basic premise of lead scoring — assigning
a rating of different prospects based on their
behavioral or demographic patterns and prioritizing
the higher scores as better candidates for sales to
pursue — seems simple and compelling enough to
most B2B organizations.
However, while lead scoring makes sense in theory,
the reality is that the majority of companies that
have deployed a marketing automation system
haven’t realized the full potential that lead scoring
can provide. Why?
According to a recent survey conducted by
DemandGen Report, only 32% of marketers said
they were “effectively using” the lead scoring
functionality in their marketing automation system.
About 3 in 10 respondents said they were using
scoring “somewhat” and 39% were not using the
tools at all.
Applied correctly, lead scoring can greatly
increase the efficiency of both sales and marketing
organizations by assigning a priority and rating for
the appropriate level of sales engagement to all
prospects. Illustrating the potential impact scoring
can have on revenue performance, Aberdeen
Group’s survey, Lead Scoring and Prioritization: The
Path to Higher Conversion, found that 80% of top-
performing companies are more likely to use lead
scoring as part of their lead qualification process.
Unfortunately, many companies don’t know the right
way to build a predicatble and reliable formula for
incorporating behavioral and demographic data
to form lead scores--so they wind up with models
that are more guesswork than science and sales
winds with lots of false positives and negatives, losing
confidence in the system.
In order to get a look behind the scenes at how
companies are successfully utilizing scoring within
their business, DemandGen Report recently got
an all-access pass to some of the award-winning
programs developed by DemandGen International.
*Note: DemandGen Report is not affiliated with DemandGen International.
ExEcUTIvE SUmmARy
HOw MarkETErS uSE lEad ScOring in THEir MarkETing auTOMaTiOn SySTEMS
Only 32% said they were “effectively using” lead scoring
3 in 10 respondents said they were using scoring “somewhat”
39% were not using the tools at all.
- DemandGen Report
click to view the full dgr Survey
The Secrets Of Successful Lead Scoring 3
Recently ranked as one of Inc. 500’s Fastest Growing
Companies in 2011, DemandGen International
provided us with a rare glimpse into its proprietary
sales discovery process for building successful
scoring systems for many of the top sales and
marketing teams worldwide — from tech startups to
large multinational corporations.
The global marketing consultancy’s award-winning
approach to the complex area of lead scoring was
once again recognized for it’s effectiveness when
GAIN capital Holdings, was presented with the
markie award for Best Lead Scoring Program.
In order to effectively prequalify likely buyers and
set them up for sales follow-up, DemandGen
International’s innovative approach to lead
scoring shares the same principles for matching
B2B prospects to the mathmatical models applied
for online dating services such as Match.com and
eHarmony.com.
This E-book contains a “how-to” blueprint with
prescriptive steps demonstrating how companies can
build optimal scoring systems that are then presented
in visual formats within the cRm for sales teams.
80%of top-performing companies are more likely to use lead scoring technology.
–Aberdeen Research
The Secrets Of Successful Lead Scoring 4
When online dating sites first emerged on the scene,
there were many doubters that automated solutions
could truly predict compatibility. However, research
shows now more than 1 in 5 relationships start online,
and one of the principles of the success of sites
like match.com and eHarmony is and the ability to
determine a match based on an algorithmic match
between profiles.
Similarly, DemandGen International starts the
modeling of its scoring programs by gathering
insights from both sales and marketing teams to
produce a profile of the common attributes that
pairs a company’s ideal customer profile (ICP) with
prospects entering the funnel.
“eHarmony helps you find your soul mate by
comparing 29 different dimensions of compatibility
or what we call ‘fit’ criteria,” said David Lewis,
Founder and cEO of DemandGen International.
“The good news, from a B2B lead scoring
perspective, is that you don’t need your forms to
capture 29 dimensions. You’re not trying to find
your soul mate. you’re simply trying to rank leads
compared to your ideal customer profile.”
And while 29 qualification criteria may be
overkill, key qualification and interest criteria are
complemented with an analysis of historical patterns
and other filters that enhance the two-tiered scoring
model. This rids systems of “false positives” and
identifies leads in the ideal quadrant. This takes some
skill. “The hardest part of lead scoring is coming
up with these criteria,” Lewis said, “Helping clients
undercover what defines their ideal prospect,what
key pieces of data will be used to profile them, and
how should they go about getting that data is the
heavy lifting.”
THE SEcRETS OF OPTImAL LEAD ScORING: AN INSIDE LOOk
“The hardest part of lead scoring is coming up with those criteria. What defines your ideal prospect? What do you need to know about them, and how do you go about getting that data?”
The Secrets Of Successful Lead Scoring 5
Lewis pointed out the need to resist the temptation
to use BANT criteria. In another comparison to the
dating analogy, Lewis pointed out that when you
meet someone for the first time at a bar, you don’t
start by asking “how much money do you make?”
but you might ask what they do for living. “Having the
right questions, and wording them the right way is an
art and science in the qualification part of the scoring
model,” he said.
This is where DemandGen International extensively
interviews sales teams, moderates workshops for
better sales and marketing alignment with the
primary goal through alignment to uncover common
traits among existing clients. carefully analyzing
closed opportunity data and customer win use
cases is essential for developing a predictable and
reliable model. Online behavioral scoring is also used
to measure interest levels based on the digital body
language of prospects. Factors like their content
consumption and web site activity are helpful clues
for persona matching.
This depth of fact-finding and predictive modeling
is at the heart of each DemandGen International
scoring model. It provides an online framework that
mimics live sales dynamics for B2B marketers.
“If you’re selling a product in retail you can literally
see the process,” Lewis said. “A person will take an
item off the rack, look at the size and price tag,
hold it up and even try it on. Those are all buying
signals that help a retail salesperson know when
to approach and assist with information. In the
digital world, the equivalent of that is digital body
language. We assist at each stage with carefully
scored content, then approach with an email or a
call when it’s time to engage.”
“If you’re selling a product in retail you can literally see the process. A person will take an item off the rack, look at the size and price tag, hold it up and even try it on. Those are all buying signals that help a retail salesperson know when to approach and assist with information. In the digital world, the equivalent of that is digital body language.”
Click to view larger image
Digital body language offers marketers a better
understanding of likelihood to purchase, similar to
the physical shopping experience in the retail word.
The Secrets Of Successful Lead Scoring 6
One of the first mistakes companies make in
developing a scoring system is that marketing fast-
forwards to assigning ratings before they have even
gathered intelligence from sales on the typical
make-up of a qualified lead.
In order to be successful with lead scoring,
DemandGen International helps clients develop
an internal task force from sales and marketing,
with the goal of defining the profile of an ideal
customer. “Without that alignment up front, your
lead scoring system is destined to fail,” Lewis said.
“Both marketing and sales certainly want to be
more successful working together on this. They just
don’t know how. you know, cats and dogs working
together.”
When DemandGen International is called in to build
scoring programs, the company first focuses on
processes and alignment, with a necessary outcome
often resulting in a written internal Service Level
Agreement (SLA) for lead follow up process and
timing. Additionally, the company initiates taxonomy
between sales and marketing, so the teams can
collaboratively decide on an agreed-upon definition
of the term “lead,” which is a constant point of
friction between the two departments.
This SLA must include:
• Commondefinitions of lead types (AKA “shared
lead taxonomy”);
• Enforced timeframes for sales to act based lead
type/taxonomic priority; and
• The proper actions and escalations for each
agreed lead type, with fast-tracking for leads that
meet agreed upon qualification criteria.
Also by way of definition, Lewis said, “Lead scoring
is not a crystal ball that tells you which prospects will
turn into a customers. Lead scoring is a system to
make the sales team more efficient through pre-
qualification and prioritization.”
A STRUcTURAL APPROAcH TO ScORING
“Lead scoring is not a crystal ball to tell you whether or not a prospect will turn into a customer — it’s a tactic to make the sales team more efficient using qualification and prioritization.”
The Secrets Of Successful Lead Scoring 7
Because marketing and sales must agree on what
a Marketing-Qualified, Sales-Accepted Lead is
(and what to do with it), alignment around these
processes is often what separates winners from
losers. But it’s easier said than done, and just winging
it on alignment is rarely productive. These facts are
driving high demand for lead scoring expertise.
“To be successful with lead scoring you have to start
with an internal demand generation task force — a
small group of people from your respective teams
that are going to sit down and work together to flesh
out the pattern of an ideal customer profile,” Lewis
noted. “ These personas provide a foundation for
scoring, and are essential for nurturing and audience
marketing too.”
POinTS fOr PrOfiT: cOnTEnT ValuaTiOn and lEad ScOring accuracy
In B2c or B2B prospecting, accurate scoring of
assets and behaviors results in strong matches.
content assets and lead behaviors to consider for
scoring include:
• webinars – Who registered? Who attended?
Who opened follow-up emails? Who actually
downloaded post-session materials?
• E-books & white Papers – Who downloaded?
Of those, who made further inquiries? Who
clicked through on key call to action links?
• Videos – Who watched? Did they consume
other related content?
• Product demos & free Trials – Who requested
demo versions? Who downloaded the trial
version? Of those, which ones installed or
logged in?
• content Behavior – Do prospects consume
lots of assets? Do individuals appear to have
authority by reviewing pricing? Are they looking
into ROI calculators, deployment tools, or similar
buying behaviors versus “drive-by” visitors?
The Secrets Of Successful Lead Scoring 8
A key component of lead scoring is calculating which
stages prospects are at in the funnel and then taking the
necessary steps to move qualified leads to opportunities.
In order to help its customers benchmark these prospect
stages, DemandGen International recommends clients
integrate scoring into a broader lead management
framework. Establishing definitions for each stage of the
buying cycle and tying the staging to scoring will enable
you to leverage your scoring system to automatically set
the lead status such as an “Automated Qualified Lead
(AQL). For example, a low scoring lead will be classified as
an Inquiry, while a higher scoring lead would be marked
as Marketing Qualified — indicating the readiness for sales
acceptance. To see this framework in action, click here to
watch a 3-minute video description or visit
http://www.demandgen.com/demo
“A solid lead scoring approach not only helps to rank
prospects against one another, but also can smooth the
lead flow and serve as the baseline for building a range of
business rules that include ownership, role and activities,”
according to SiriusDecisions’ field marketing research brief,
What’s the Score?
Taking a SiriuS aPPrOacH TO ScOring
Expressing what are considered baseline best practices, SiriusDecisions noted an effective lead scoring process usually breaks down into three
information “families” or categories:
1. demographic: Define each lead at the individual or “person” level to build profiles of content consumption and behavior. At the “corporate”
level dynamically store and refresh information on industry, vertical, annual revenue, number of employees, location, etc. Any past dealings
and known buying patterns at both individual and corporate levels is vitally important, if available.
2. activity: “Best-in-class organizations are using homegrown systems and/or outside vendors to capture as much of a prospect’s interaction history
as possible over their lifetime, and to use these systems not only to assign scores, but to automate subsequent activity,” the research brief noted.
This doubles down on using marketing automation and a lead management consultant to get lead scoring off the ground and keep it on track.
Special care should be taken in activity weighting of what SiriusDecisions calls “habituals” — those web site window-shoppers and content
consumers that rarely convert — creating false positive leads that eat up internal resources.
3. BanT: The familiar Budget/Authority/Need/Timeline formula. However, SiriusDecisions noted deep-rooted flaws of the BANT methodology used
alone, including the fact that “Buyers Are Liars,” referring to false positives parading as interested buyers taking sellers on pointless proposal
journeys; lead weighting by product/service “Demand Type” from established to disruptive; and the intermittent use, if and when possible, of
third-party telemarketing firms to cross-check lead samples for profile accuracy. SiriusDecisions also reported that no single attribute in its best
practices suite gets more than a 41% response rate, proving the need for improved asset weighting and smarter use of automation.
The Secrets Of Successful Lead Scoring 9
Schools of thought vary somewhat on how to qualify
and rate leads. Drawing from industry best practices
and years of global field experience, DemandGen
International recommends zeroing in on two types of
overall “fit” criteria first, and then going deeper with
unique profiling questions. Principal criteria are:
• Explicit “fit” criteria, which are provided by the
prospect. Examples might include company
size, industry, role and specific product/service
interests. Explicit attributes are typically obtained
through web site forms when a lead first comes
into the system.
• implicit “behavior” criteria that are based on
online activity, and often called digital body
language. Examples might include the depth of
a web site visit (as well as how many times and
how recently), clicking through nurture emails,
registering for webinars, completing certain “high-
value” forms, and even viewing particular areas of
the web site that can indicate buyer interest.
DemandGen International’s award-winning
methodology for producing scoring algorithms is their
“secret sauce” and the formula used for each client is
customized based on variables specific to their ideal
customer profile and often analysis of historical data.
“There’s plenty of variables you can use but selecting
the right ones and weighting them properly is the key,”
Lewis said. “For example, research finds that anyone
who visits your web site more than two times is showing
a high degree of interest. We give bonus points for that
behavior. If they’re looking at product comparisons
or price lists, the model gives them additional points
there. With more than 300 client engagements to draw
upon, we’re starting to feel a bit like the FBI in profiling
B2B buyers.”
FINDING THE RIGHT “FIT” FOR ScORING
HOw TO ScOrEvistage Sales & marketing
Teams Collaboratively Define
Quality Leads
click here to access the
full case study
company: Vistage
international
industry: Business coaching
and Peer Group
Prospects: Senior Executives
Prime Qualifying Questions:
company Revenue, Role,
Wether they were nominated
by another vistage member?
click to view larger image
The Secrets Of Successful Lead Scoring 10
Other scoring considerations include:
form activity – Leads providing accurate contact
information to download content assets are showing
a high degree of interest. DemandGen International
gives points for each form submission. certain
forms are considered higher interest and get score
accelerators. Examples include requesting free trial
downloads or demo requests.
Time commitments and responsiveness – Signing
up for live webinars is a good interest qualifier, and
showing up or downloading the post event recording
often gets bonus points. Similarly, email open rates are
good to have. But click-throughs and lead behavior
on certain landing pages can reveal prospect interest
levels that are key in the scoring algorithm.
OfflineLeadGen – contrary to perceptions, online
marketing and social media have not completely
negated other marketing mediums. In fact, offline
marketing should be factored in as well. Inquiries
from tradeshows and in-person events should also be
factored. According to Lewis, incorporating offline
interest is equally important where possible.
QualificaTiOn “dOS” QualificaTiOn “dOn’TS”
✔ Do create an internal Demand Generation
Task Force between marketing and sales
that agrees on common lead definitions,
descriptions and profiles;
✘ Don’t default to overly simplistic progressive
numeric scoring methods (100, 200, 300)
that often return false positives because of
progressively high interest scores;
✔ Do utilize marketing automation and cRm
platforms, and get lead scoring systems up-
and-running right the first time. And if lead
scoring is new to your company, consider
getting a lead scoring expert to moderate
the workshop and provide experience to
eliminate data guesswork;
✘ Don’t build a model based on BANT
criteria for determining fit. Asking budget
and timeframe questions on forms is not
best practice;
✔ Do cross-reference demographics and
firmagraphics against individual lead
scores to create buyer profiles that provide
better predictability;
✘ Don’t use qualification criteria of verticals
or markets where you don’t currently have
ideal prospect matches. Fit criteria should
be based on your historical ideal customer
profile not desired ones;
✔ Do weigh and track only as many variables
as you need to generate ideal leads that
meet your “fit” criteria (as described above).
If you track too many variables you will over
complicate the model. you’re not building
a system for finding sales’ soul mate; you’re
developing a predictive model for prioritizing
qualified leads for sales.
✘ Don’t guess. Automated lead scoring has
a lot of moving parts – lead definitions,
asset weighting, behavioral targeting – so
even well-heeled enterprise players bring
in experts to set them up and validate the
system. change management is a big
factor in successful adoption and may need
an outside “agent of change;”
✔ Do engage prospects with fresh content
that’s appropriate for specific buyers
and phases.
✘ Be sure to factor in key digital body language
that spots engaged prospects.
The Secrets Of Successful Lead Scoring 11
Automated lead scoring necessitates that web site
activity, landing pages and forms, webinar registrations,
emails and other key behaviors (including attending
live events) be incorporated in scoring algorithms. Yet
the fact that great B2B content should be plentiful, the
factoring in of prospect download activity often doesn’t
get properly incorporated into the scoring model.
The scoring formula is key, but the presentation of the
information to sales is equally important. For DemandGen
International’s clients, careful attention is put into how the
scored leads are displayed in the cRm system for sales.
“The cRm system needs to updated to support the lead
status values and scores that have been decided upon,”
Lewis said. “Often, data needs to be cleaned, normalized
and standardized to get accurate and complete
qualification
scores. The data
step is extremely
important because
again, scoring is
a mathematical
equation. If the
values aren’t
standardized, and
normalized, or
missing then the
system will not be
completely accurate. We place a major emphasis on the
handoff process to sales, and developed a strong visual
presentation of prioritized leads in the cRm for effective
sales adoption.”
The use of roll-up dashboards, visual reporting and
even basic cRm training all come into play as part
of preparation, testing and deployment. In fact,
DemandGen International configures a graphical
interface (think restaurant and movie “star” ratings) for
presenting lead scores in the cRm. Lewis said “it’s a very
effective way to get to a sales rep to spot the ranking
over just a numerical score.”
After the SLA is locked in, weighting, scoring, system
testing and other elements are piloted prior to a full
deployment. much activity is concentrated within
marketing during this pilot period, Lewis said. But the
sales team needs to help pilot the system and embrace
the new lead management system and process. This is
a training (and retraining) time for sales. It goes back
over what’s in the SLA, how leads are tracked, how
ratings are derived and how prescribed follow-up actions
are applied. Organizations must also be reminded
that lead scoring is “not a predictor of whether or not
they are going to close this deal. Rather, it’s a way for
them to prioritize who to engage with first,” Lewis said,
emphasizing that sales management (not marketing)
should coach this part of the process.
A cLEAR PIcTURE OF SUccESSFUL ScORING
click to view larger image
The Secrets Of Successful Lead Scoring 12
3-Phase lead Scoring implementation
• Phase 1 – discovery and developing a
qualification model;
• Phase 2 – incorporating and weighting online
behaviors, web site form updates, then testing the
scoring system through a pilot with sales;
• Phase 3 – full rollout and ongoing auditing and
fine-tuning.
iMPlEMEnTaTiOn “dOS” iMPlEMEnTaTiOn “dOn’TS”
Do seek the advice of an experienced
lead scoring modeler to help you
develop your lead scoring system and
be an agent of change;
Don’t sabotage the nurturing process
(which feeds the sales lead queue) by
skimping on content. Great B2B content
is scored on how its granularity and
complexity match buyer’s needs;
Do use lead scoring to track online
behavior – AkA digital body language
– following along as prospects consume
content, and emit important buying
signals that trigger sales action;
Don’t botch the balancing act by not
leveraging key behavior criteria. Online
dating sites might use 29 fit criteria to
find your soul mate, but B2B lead scoring
is looking for buyer behavior patterns.
make sure that numerical lead scores
calculated in the marketing automation
system are visually presented in the cRm
so that sales reps can quickly spot who
to contact.
Don’t expect immediate impact.
Allow at least 2-3 months for your
implementation to start showing
measurable results. New lead scoring
algorithms need to be analyzed
and refined using the sufficient data
collection.
Do plan on 2-3 months for your data
analysis, modeling, pilot and full
implementation. New lead scoring
systems should not be guesswork and
should leverage sufficient historical data.
THE dOS & dOn’TS Of lEad ScOring
The Secrets Of Successful Lead Scoring 13
Lewis noted candidly that lead scoring is one of the
more challenging initiatives for most companies
to undertake, as it requires alignment of sales and
marketing, as well as process change to be truly
effective. Even so, he pointed out that increased
sales efficiency through scoring is very achievable. It
really requires a commitment to implement properly.
Quick and dirty implementations won’t produce
measurable results typically.
It’s important to remember that automated lead
scoring isn’t a static score. Many qualified prospects
will need more nurturing by marketing to bring up
their interest scores to get a clearer signal of buying
intent. To cultivate a new lead type that costs less
to acquire, responds better and converts faster at
higher deal values, companies are now:
• acquiring and/or enhancing marketing and
sales force automation systems;
• assembling a cross-departmental demand
generation Task force whose purpose is to
definetheidealprospectprofileandmodel
against it;
• Enacting a discovery process to sketch
outcriteriathatmeasurequalificationand
interest with implicit and explicit criteria;
• factoring in and weighting key content
assets and buying centric web site behavior
• Testingandrefiningthescoringsystem;
• keeping sales engaged with ongoing
training; and
• creating effective handoff process to sales
with improved crM visual presentation of
scored leads.
NExT STEPS: ImPROvE LEAD ScORING EFFEcTIvENESS NOW
click to view larger image
The Secrets Of Successful Lead Scoring 14
✔ do you have a lot of leads? Lead scoring is all about creating sales efficiency through prioritization. If you
don’t have sufficient lead flow, it may not be time to build a scoring system.
✔ does your business have a considered sale or an extended buying process? Again, lead scoring only has
a positive benefit if it’s creating more efficiency for your sales process. If your product is an impulse buy,
there’s no rush to score your leads likely.
✔ are you using automation? combining marketing automation with a cRm system for lead scoring
moves operations from static state tracking (i.e manual spreadsheets) to dynamic tracking that keeps
up with the needs of prospects, and delivers higher ROI. But a cRm will not do the work of a marketing
automation system, and vice versa. To benefit from automation, use an integrated combination.
✔ is there a willingness among the sales and marketing teams to establish cultural alignment? A cross-
functional demand generation team including both the sales and marketing is the best way to share in
the process of attaining customer acquisition and revenue goals.
✔ do you have the internal scoring experience? Is your organization equipped to implement an analytical
scoring system for lead qualification and prioritization? Probably not. Most companies succeeding with
lead scoring are getting expert coaching, data analysis, and system design.
LEAD ScORING cHEckLIST
HOw TO ScOrE
concur Scores Prospects For
Enhanced Targeting & Nurturing
click here to access the
full case study
click here for more video
case study highlights
company: concur
Technologies
industry: Web-based Travel &
Expense management
Prospects: Business Travelers
Prime Qualifying Questions:
Role, Department, Industry,
Top Expense Issue
The Secrets Of Successful Lead Scoring 15
ABOUT DEMANDGEN INTERNATIONALFounded in 2007, DemandGen is a global team of marketing automation and lead management experts,
with centers of excellence across North America and Europe. Best known for its award-winning lead
scoring and nurturing methodologies, DemandGen has helped hundreds of clients establish best practices,
implement effective lead management programs, and produce measurable results. With unparalleled
expertise in the industry, our staff harnesses the powers of art and technology to create highly personalized,
incredibly effective experiences for your customers and prospects.
ABOUT DEMANDGEN REPORTDemandGen Report is a targeted e-media publication spotlighting the strategies and solutions that
help companies better align their sales and marketing organizations, and ultimately, drive growth. A key
component of our coverage focuses on the sales and marketing automation tools that enable companies
to better measure and manage their multi-channel demand generation efforts.
411 State RT 17, Suite 410 Hasbrouck Heights, NJ 07604
1.888.603.3626 www.demandgenreport.com
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